Xia Li
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The paper introduces a unified framework for Quantum Fully Homomorphic Encryption (QFHE) that achieves exponential efficiency improvements by integrating a novel modular arithmetic program (MAP) tailored for LWE decryption, the garden-hose model, and measurement-based quantum computation (MBQC).
The paper proposes Dual-Scale Retentive Dynamics (DSRD), a unified framework that improves representation learning on dynamic graphs by jointly modeling evolving temporal and structural dependencies.
PatchWorld introduces a gradient-free framework to create executable Python world models from offline trajectories, achieving high planning scores by inducing symbolic belief-state programs.
Papers
PatchWorld: Gradient-Free Optimization of Executable World Models
Jiaxin Bai, Yue Guo, Yifei Dong, Jiaxuan Xiong +12 more
PatchWorld introduces a gradient-free framework to create executable Python world models from offline trajectories, achieving high planning scores by inducing symbolic belief-state programs.